Adaptive RAG

RAG: Retrieval-Augmented Generation

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7 papers in the last four weeks, up 75% on the four weeks before. 0.1% of all new papers.

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  1. Look Before You Leap: Thermodynamic Arbitration of Parametric and Non-Parametric Knowledge in LLM Agents via Self-Regulating Memory Architectures

    Oct 4, 2026Akash Das, Ishan RoyCognitive Architectures for AI AgentsAdaptive RAG

    Fidelity Investments

  2. BELIEFRAG: Making Adaptive RAG State-Aware under Evolving Evidence

    Sep 30, 2026Hongji PuAdaptive RAGEvidence Selection

    University of Illinois Urbana-Champaign

  3. Return or Revise? Learning When Revision Helps Retrieval-Augmented QA

    Sep 24, 2026Nicholas Kashani Motlagh, Tim Anderson, Jeremy Gwinnup +1Retrieval-Augmented GenerationLLM Answer Verification

    DCS Corp · Air Force Research Laboratory

  4. REAT: A Reflective Experience-Augmented Tutoring Framework for Multi-turn Mathematical Instruction

    Sep 24, 2026Jianheng Zhou, Chaoli Zhang, Xingjun Wei +6Intelligent Tutoring SystemsAdaptive RAG

    School of Electrical and Electronic Engineering, Nanyang Technological University · Zhejiang Normal University · Telfer School of Management, University of Ottawa +5

  5. One Size Does Not Fit All! Dynamic Retriever and Generator Selection for RAG

    Sep 15, 2026Neeraj Anand, Payel Santra, Partha Basuchowdhuri +2Retrieval-Augmented GenerationAdaptive RAG

    Media and Data Science Research Lab Adobe Systems, Noida, India · IACS Kolkata, India · University of Glasgow Glasgow, United Kingdom

  6. CWM: Controllable White-Box Meta-Prompting for Adaptive Retrieval-Augmented Generation and Reasoning Ability

    Sep 14, 2026Keuntae Kim, Eunhye Jeong, Yong Suk ChoiLLM PromptingAdaptive RAG

    Department of Computer Science, Hanyang University, Seoul, Korea · Department of Artificial Intelligence, Hanyang University, Seoul, Korea

  7. VikingRAG: Accurate and Token-efficient Retrieval-augmented Generation over Structured Documents

    Sep 12, 2026Peiyuan Gao, Gaoyuan Zhang, Haojie Qin +5Retrieval-Augmented GenerationAdaptive RAG

    Renmin University of China · Independent Researcher · Fudan University

  8. Better Together: Complementary Query Rewriting Under a Strong RAG Baseline

    Sep 4, 2026Sara Shanian, Xiaoqin Yi, Pavlo Ruban +1Retrieval-Augmented GenerationAdaptive RAG

    ServiceNow

  9. NE-R1: Enhancing Named Entity Recognition Model via Reinforcement Learning

    Sep 2, 2026Meixuan Chen, Hehan Li, Ruizhi Zhao +8Named Entity RecognitionAdaptive RAG

    Shenzhen Graduate School, Peking University · Baidu, Inc., Beijing, China · Shenzhen University, Shenzhen, China +3

  10. Adaptive Critical Token-Aware Retrieval for Repository-Level Code Generation

    Sep 1, 2026Kefeng Duan, Dewu Zheng, Yanlin Wang +8Retrieval-Augmented GenerationAdaptive RAG

    Sun Yat-sen University, Guangzhou 510006, P.R. China · Huawei Cloud Computing Technologies Co., Ltd.

  11. When Should Multi-Round RAG Stop? Structured Stopping Judgments and Retrieval Reduction in Search-R1

    Aug 13, 2026Weimeng LuoAdaptive RAGRAG Evaluation

    Unaffiliated

  12. SAGE: SLO-Aware Adaptive Retrieval for Production RAG Systems

    Aug 8, 2026Muhammad Faizan Raza, Shuo, Yang +1Retrieval-Augmented GenerationAdaptive RAG

    Luna · Engineering Pennsylvania State University Great Valley Malvern, PA, USA · Business Division Pennsylvania State University Brandywine Media, PA, USA

  13. D2^2F-ReAG: Dynamic Decomposition and Filtering for Multi-Hop Reasoning-Augmented Generation

    Aug 5, 2026Jiaoyang Li, Junhao Ruan, Shengwei Tang +4Multi-Hop QARetrieval-Augmented Generation

    Northeastern University, Shenyang, China · Kunming University of Science and Technology, Kunming, China · NiuTrans Research, Shenyang, China

  14. MEGRAG: Multi-Granular Evidence Graphs for Answer-Aware Multi-Hop RAG

    Aug 3, 2026Weidong Bao, Yingying Sun, Jun Yang +7Multi-Hop QARetrieval-Augmented Generation

    Northeastern University, Shenyang, China

  15. CoEvo-Mem: Co-Evolving Retrieval Policy and Memory Bank for LLM Agents

    Aug 3, 2026Bowen Ye, Yongchao Xu, Zhijian Li +3Continual Learning for LLM AgentsAdaptive RAG

    Alibaba Group, Hangzhou, China · School of Automation and Intelligent Sensing, Shanghai Jiao Tong University, Shanghai 200240, China · University of Science and Technology of China, Hefei, China

  16. ACE-GraphRAG: Agentic Context Engineering for Hierarchical GraphRAG

    Aug 2, 2026Yongfeng Huang, Yuren Lai, Ruiying Chen +3Multi-Hop QAGraph Retrieval-Augmented Generation

    CSE, The Chinese University of Hong Kong · Wuhan University of Technology · The Hong Kong University of Science and Technology +1

  17. TAP-RAG: Task-Aware Policy Control for Long-Document Multimodal Question Answering

    Jul 21, 2026Zhong Ji, Keqi Jin, Yan Zhang +1Multimodal RAGRetrieval-Augmented Generation

    School of Electrical and Information Engineering, Tianjin University · The International Joint Institute of Tianjin University, Fuzhou, Tianjin University · Department of Automation, Tsinghua University

  18. GRASP: GRanularity-Aware Search Policy for Agentic RAG

    Jul 11, 2026Varun Gandhi, Jaewook Lee, Shantanu Todmal +4Multi-Hop QARetrieval-Augmented Generation

    University of Massachusetts Amherst · Adobe Research

  19. Know Before You Fetch: Calibrated Retrieval-Budget Allocation for Retrieval-Augmented Generation

    Jun 29, 2026Zhe Dong, Fang Qin, Manish Shah +1Retrieval-Augmented GenerationSelective Prediction

    University of Maine at Presque Isle · Stanford University · Independent Researcher

  20. ARMOR: Adaptive Retriever Optimization for Low-Resource Telecom Question Answering

    Jun 29, 2026Heshan Fernando, Quan Xiao, Yan Xin +1Retrieval-Augmented GenerationAdaptive RAG

    1Rensselaer Polytechnic Institute, Troy, NY · 2Cornell University, New York, NY · 3Samsung Research America, Berkeley Heights, NJ

  21. AB-RAG: Adaptive Budgeted Retrieval-Augmented Generation for Reliable Question Answering

    Jun 27, 2026Ansh KamthanRetrieval-Augmented GenerationLLM Answer Verification

    Department of Artificial Intelligence and Machine Learning Manipal University Jaipur Jaipur, India

  22. Self-Augmenting Retrieval for Diffusion Language Models

    Jun 4, 2026Paul Jünger, Justin Lovelace, Linxi Zhao +2Multi-Hop QARetrieval-Augmented Generation

    Department of Computer Science, Cornell University.

  23. Agent-Orchestrated Adaptive RAG: A Comparative Study on Structured and Multi-Hop Retrieval

    Jun 4, 2026Anuj Maharjan, Devinder Kaur, Richard MolyetRetrieval-Augmented GenerationAdaptive RAG

    Dept. of Electrical Engineering and Computer Science University of Toledo Toledo, OH, USA

  24. Retriever Portfolios: A Principled Approach to Adaptive RAG

    May 29, 2026Miltiadis Stouras, Vincent Cohen-Addad, Silvio Lattanzi +1Retrieval-Augmented GenerationAdaptive RAG

    1EPFL · 2Google Research

  25. CogniVerse: Revolutionizing Multi-Modal Retrieval-Augmented Generation with Cognitive Reflection and Geometric Reasoning

    May 28, 2026Xiang Fang, Wanlong Fang, Changshuo WangMultimodal RAGRetrieval-Augmented Generation

    School of Software Engineering, Huazhong University of Science and Technology · Nanyang Technological University, Singapore · University College London

  26. In-Context Optimization for Retrieval-Augmented Generation: A Gradient-Descent Perspective

    May 25, 2026Mingchen Li, Jiatan Huang, Chuxu Zhang +2Retrieval-Augmented GenerationTest-Time Adaptation

    University of Massachusetts, Amherst · University of Connecticut · Emory University

  27. AdaGATE: Adaptive Gap-Aware Token-Efficient Evidence Assembly for Multi-Hop Retrieval-Augmented Generation

    May 4, 2026Yilin Guo, Yinshan Wang, Yixuan WangMulti-Hop QARetrieval-Augmented Generation

    Center for Data Science New York University · Tandon School of Engineering New York University

  28. CORAL: Adaptive Retrieval Loop for Culturally-Aligned Multilingual RAG

    Apr 28, 2026Nayeon Lee, Jiwoo Song, Byeongcheol KangRetrieval-Augmented GenerationAdaptive RAG

    Naver · Samsung Research

  29. EverydayGPT: Confidence-Gated Routing for Efficient and Safe Hybrid GPT-RAG Conversational QA

    Apr 24, 2026Jaspreet Singh NahalLLM Inference EfficiencyRetrieval-Augmented Generation

    B.Tech Computer Science Engineering (Artificial Intelligence) Dr. A.P.J. Abdul Kalam Technical University, Delhi, India

  30. Latent Abstraction for Retrieval-Augmented Generation

    Apr 20, 2026Ha Lan N. T, Minh-Anh Nguyen, Dung D. LeRetrieval-Augmented GenerationAdaptive RAG

    Center for AI Research, VinUniversity, Vietnam